📝 Publications

2026

• 深度学习在图像分析中的应用, 西安电子科技大学出版社, 2026.2, ISBN:978-7-5606-7972-3
  郭松, 季科

• Model Cooperation Learning for Multi-source Domain Generalization in Medical Image Segmentation, Applied Soft Computing, 2026,188:114397
  Song Guo

2025

• 算法设计与分析, 西安电子科技大学出版社, 2025.12, ISBN:978-7-5606-7930-3
  郭松

• DualScaleNet: A Self-Supervised Dual-Branch Contrastive Learning Framework for Enhanced Medical Image Segmentation, 2025 International Joint Conference on Neural Networks, 2025
  Ximeng Zhang, Shumao Wang, Song Guo

• Enhancing cross-domain generalization in retinal image segmentation via style randomization and style normalization, Image and Vision Computing, 2025,162:105694
  Song Guo

• FreeLesion: Synthetic Image-Mask Pairs for Fundus Lesion Segmentation via Curriculum Learning and Feature-Loss Guided Filtering, 2025 IEEE International Conference on Acoustics, Speech, and Signal Processing, 2025
  Peilei Fu, Song Guo

• Efficient Multi-scale Learning via Scale Embedding for Diabetic Retinopathy Multi-lesion Segmentation, Biomedical Signal Processing and Control, 2025,100:107078
  Song Guo

• Efficient retinal artery/vein classification with dense color-invariant feature learning, Neural Computing and Applications, 2025,37:1255–1270
  Xiaojuan Chen, Luyu Niu, Song Guo

2024

• Random Color Transformation for Single Domain Generalized Retinal Image Segmentation, Engineering Applications of Artificial Intelligence, 2024,136:108907
  Song Guo, Ke Ji

2023

• Bézier Curves Meet Deep Learning: A Novel Pretraining Method for Improved and Generalized Retinal Vessel Segmentation, 2023 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2023:2159-2164
  Luyu Niu, Xiaojuan Chen, Song Guo

• DPN: Detail-Preserving Network with High Resolution Representation for Efficient Segmentation of Retinal Vessels, Journal of Ambient Intelligence and Humanized Computing, 2023(14):5689-5702
  Song Guo

2022

• MDANet: Multi-Direction Attention Network for Curvilinear Structure Segmentation of Biomedical Images, 2022 IEEE International Conference on Bioinformatics and Biomedicine (BIBM), 2022:1475-1480
  Xiaojuan Chen, Tao Hu, Song Guo

• 眼底图像智能计算及应用, 南开大学出版社, 2022.10, ISBN:978-7-310-06309-3
  李涛,郭松

• CSGNet: Cascade Semantic Guided Net for Retinal Vessel Segmentation, Biomedical Signal Processing and Control, 2022,78:103930
  Song Guo

• LightEyes: a lightweight fundus segmentation network for mobile edge computing, Sensors, 2022,22(9):3112
  Song Guo

2021

• 基于多任务学习的眼底图像红色病变点分割,软件学报,2021(11):3646-3658
  郭松,李涛,李宁,康宏,张玉军,王恺

• Fundus image segmentation via hierarchical feature learning, Computers in Biology and Medicine, 2021,138:104928
  Song Guo

• Vertically-nested Network for Automatic Vessel Segmentation, IJCNN,2021
  Song Guo, Xiaojuan Chen, Yueping Kong

• A Mountain Summit Recognition Method Based on Improved Faster R-CNN, Complexity, 2021
  Yueping Kong, Yun Wang, Song Guo, Jiajing Wang

2020

• Bin loss for hard exudates segmentation in fundus images, Neurocomputing, 2020, 392:314-324
  Song Guo, Kai Wang, Hong Kang, Teng Liu, Yingqi Gao, Tao Li

• AVNet: A retinal artery/vein classification network with category-attention weighted fusion, Computer Methods and Programs in Biomedicine, 2020, 195:105629
  Hong Kang, Yingqi Gao, Song Guo, Xia Xu, Tao Li, Kai Wang

• 语义融合的眼底图像动静脉分类方法, 中国图象图形学报,2020,25(10):2259-2270
  高颖琪, 郭松, 李宁, 王恺, 康宏, 李涛

2019

• BTS-DSN: Deeply supervised neural network with short connections for retinal vessel segmentation, International Journal of Medical Informatics, 2019, 126:105-113
  Song Guo, Kai Wang, Hong Kang, Yujun Zhang, Yingqi Gao, Tao Li

• L-Seg: An end-to-end unified framework for multi-lesion segmentation of fundus images, Neurocomputing, 2019, 349:52-63
  Song Guo, Tao Li, Hong Kang, Ning Li, Yujun Zhang, Kai Wang

• A lightweight neural network for hard exudate segmentation of fundus image, ICANN, 2019:189-199
  Song Guo, Tao Li, Kai Wang, Chan Zhang, Hong Kang

• Random drop loss for tiny object segmentation: application to lesion segmentation in fundus images, ICANN, 2019:213-224
  Song Guo, Tao Li, Chan Zhang, Ning Li, Hong Kang, Kai Wang

• Diagnostic assessment of deep learning algorithms for diabetic retinopathy screening, Information Sciences, 2019, 501:511-522
  Tao Li, Yingqi Gao, Kai Wang, Song Guo, Hanruo Liu, Hong Kang

• DCNR: deep cube CNN with random forest for hyperspectral image classification, Multimedia Tools and Application, 2019, 78:3411–3433
  Tao Li, Jiabing Leng, Lingyan Kong, Song Guo, Gang Bai, Kai Wang

• 可学习的硬性渗出病变点标注方法, 小型微型计算机系统, 2019, 40(12): 2657-2661
  刘蒙蒙, 郭松, 高颖琪, 李涛

• Aggregation connection network for tiny face detection, IJCNN, 2019
  Chan Zhang, Tao Li, Song Guo, Ning Li, Yingqi Gao, Kai Wang

• Random Inception Module and Its Parallel Implementation, APPT, 2019:99-106
  Yingqi Gao, Kunpeng Xie, Song Guo, Kai Wang, Hong Kang, Tao Li

2018

• Training Restricted Boltzmann Machines Using Modified Objective Function Based on Limiting the Free Energy Value, IEEE ACCESS, 2018,6:78542-78550
  Song Guo, Changjun Zhou, Bin Wang, Xuedong Zheng